Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, Viale Regina Elena 299, 00161 Rome, Italy.
Environment and Health Department, Istituto Superiore di Sanità, Viale Regina Elena 299, 00161 Rome, Italy.
Int J Mol Sci. 2022 Aug 30;23(17):9869. doi: 10.3390/ijms23179869.
Quiescent cancer cells (QCCs) are a common feature of solid tumors, representing a major obstacle to the long-term success of cancer therapies. We isolated QCCs ex vivo from non-small cell lung cancer (NSCLC) and colorectal cancer (CRC) xenografts with a label-retaining strategy and compared QCCs gene expression profiles to identify a shared "quiescence signature". Principal Component Analysis (PCA) revealed a specific component neatly discriminating quiescent and replicative phenotypes in NSCLC and CRC. The discriminating component showed significant overlapping, with 688 genes in common including ZEB2, a master regulator of stem cell plasticity and epithelial-to-mesenchymal transition (EMT). Gene set enrichment analysis showed that QCCs of both NSCLC and CRC had an increased expression of factors related to stemness/self renewal, EMT, TGF-β, morphogenesis, cell adhesion and chemotaxis, whereas proliferating cells overexpressed Myc targets and factors involved in RNA metabolism. Eventually, we analyzed in depth by means of a complex network approach, both the 'morphogenesis module' and the subset of differentially expressed genes shared by NCSLC and CRC. This allowed us to recognize different gene regulation network wiring for quiescent and proliferating cells and to underpin few genes central for network integration that may represent new therapeutic vulnerabilities. Altogether, our results highlight common regulatory pathways in QCCs of lung and colorectal tumors that may be the target of future therapeutic interventions.
静止癌细胞(QCCs)是实体瘤的一个常见特征,代表着癌症治疗长期成功的主要障碍。我们采用标记保留策略从非小细胞肺癌(NSCLC)和结直肠癌(CRC)异种移植物中分离出 QCCs,并比较了 QCCs 的基因表达谱,以确定共同的“静止特征”。主成分分析(PCA)显示出一种特定的成分,可以清晰地区分 NSCLC 和 CRC 中的静止和复制表型。区分成分有显著的重叠,共有 688 个基因,包括 ZEB2,它是干细胞可塑性和上皮间质转化(EMT)的主要调节因子。基因集富集分析显示,两种 NSCLC 和 CRC 的 QCCs 中与干性/自我更新、EMT、TGF-β、形态发生、细胞黏附和趋化性相关的因子表达增加,而增殖细胞过度表达 Myc 靶标和参与 RNA 代谢的因子。最终,我们通过复杂的网络方法深入分析了“形态发生模块”以及 NSCLC 和 CRC 共有的差异表达基因子集。这使我们能够识别静止和增殖细胞的不同基因调控网络布线,并为可能代表新的治疗弱点的网络整合的少数核心基因提供依据。总之,我们的研究结果突出了肺癌和结直肠肿瘤中 QCCs 的共同调节途径,这些途径可能成为未来治疗干预的目标。